Bike Share Rental Pandas Profiling Report

Dataset statistics

Number of variables	17
Number of observations	17544
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.8 MiB
Average record size in memory	168.0 B

Variable types

NUM	11
BOOL	3
CAT	2
DATE	1

Warnings

`dteday` has a high cardinality: 731 distinct values	High cardinality
`atemp` is highly correlated with `temp`	High correlation
`temp` is highly correlated with `atemp`	High correlation
`cnt` is highly correlated with `registered`	High correlation
`registered` is highly correlated with `cnt`	High correlation
`dteday` is uniformly distributed	Uniform
`datetime` has unique values	Unique
`hr` has 731 (4.2%) zeros	Zeros
`weekday` has 2520 (14.4%) zeros	Zeros
`windspeed` has 2183 (12.4%) zeros	Zeros
`casual` has 1623 (9.3%) zeros	Zeros

Reproduction

Analysis started	2020-10-30 10:02:44.180366
Analysis finished	2020-10-30 10:03:02.599633
Duration	18.42 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

datetime
Date

UNIQUE

Distinct	17544
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	137.2 KiB

Minimum	2011-01-01 00:00:00
Maximum	2012-12-31 23:00:00

Histogram

Histogram with fixed size bins (bins=50)

dteday
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	731
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Memory size	137.2 KiB

2012-09-09	24
2012-07-01	24
2011-04-21	24
2012-08-01	24
2012-08-16	24
Other values (726)	17424

Common Values
Overview

Value	Count	Frequency (%)
2012-09-09	24	0.1%
2012-07-01	24	0.1%
2011-04-21	24	0.1%
2012-08-01	24	0.1%
2012-08-16	24	0.1%
2012-03-30	24	0.1%
2011-07-13	24	0.1%
2011-06-08	24	0.1%
2011-12-26	24	0.1%
2011-02-07	24	0.1%
2011-10-07	24	0.1%
2012-02-18	24	0.1%
2012-01-29	24	0.1%
2011-04-26	24	0.1%
2012-04-28	24	0.1%
2011-10-17	24	0.1%
2012-03-21	24	0.1%
2012-09-28	24	0.1%
2011-01-12	24	0.1%
2012-06-23	24	0.1%
2011-03-24	24	0.1%
2012-03-28	24	0.1%
2012-12-27	24	0.1%
2011-08-28	24	0.1%
2012-06-20	24	0.1%
Other values (706)	16944	96.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Overview of Unicode Properties

Unique unicode characters	11
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
1	41472	23.6%
0	39024	22.2%
2	36648	20.9%
-	35088	20.0%
3	4080	2.3%
5	3216	1.8%
7	3216	1.8%
8	3216	1.8%
4	3168	1.8%
6	3168	1.8%
9	3144	1.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	140352	80.0%
Dash Punctuation	35088	20.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	41472	29.5%
0	39024	27.8%
2	36648	26.1%
3	4080	2.9%
5	3216	2.3%
7	3216	2.3%
8	3216	2.3%
4	3168	2.3%
6	3168	2.3%
9	3144	2.2%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	35088	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	175440	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
1	41472	23.6%
0	39024	22.2%
2	36648	20.9%
-	35088	20.0%
3	4080	2.3%
5	3216	1.8%
7	3216	1.8%
8	3216	1.8%
4	3168	1.8%
6	3168	1.8%
9	3144	1.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	175440	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
1	41472	23.6%
0	39024	22.2%
2	36648	20.9%
-	35088	20.0%
3	4080	2.3%
5	3216	1.8%
7	3216	1.8%
8	3216	1.8%
4	3168	1.8%
6	3168	1.8%
9	3144	1.8%

season
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	137.2 KiB

3	4512
2	4416
1	4344
4	4272

Value	Count	Frequency (%)
3	4512	25.7%
2	4416	25.2%
1	4344	24.8%
4	4272	24.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Overview of Unicode Properties

Unique unicode characters	6
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
.	17544	33.3%
0	17544	33.3%
3	4512	8.6%
2	4416	8.4%
1	4344	8.3%
4	4272	8.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	35088	66.7%
Other Punctuation	17544	33.3%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	17544	50.0%
3	4512	12.9%
2	4416	12.6%
1	4344	12.4%
4	4272	12.2%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	17544	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	52632	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
.	17544	33.3%
0	17544	33.3%
3	4512	8.6%
2	4416	8.4%
1	4344	8.3%
4	4272	8.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	52632	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
.	17544	33.3%
0	17544	33.3%
3	4512	8.6%
2	4416	8.4%
1	4344	8.3%
4	4272	8.1%

yr
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	137.2 KiB

1	8784
0	8760

Common Values
Chart

Value	Count	Frequency (%)
1	8784	50.1%
0	8760	49.9%

mnth
Real number (ℝ_≥0)

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.519835841
Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Memory size	137.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.449649205
Coefficient of variation (CV)	0.529100623
Kurtosis	-1.209056868
Mean	6.519835841
Median Absolute Deviation (MAD)	3
Skewness	-0.008132615041
Sum	114384
Variance	11.90007964
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
12	1488	8.5%
10	1488	8.5%
8	1488	8.5%
7	1488	8.5%
5	1488	8.5%
3	1488	8.5%
1	1488	8.5%
11	1440	8.2%
9	1440	8.2%
6	1440	8.2%
4	1440	8.2%
2	1368	7.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1488	8.5%
2	1368	7.8%
3	1488	8.5%
4	1440	8.2%
5	1488	8.5%
6	1440	8.2%
7	1488	8.5%
8	1488	8.5%
9	1440	8.2%
10	1488	8.5%

Value	Count	Frequency (%)
12	1488	8.5%
11	1440	8.2%
10	1488	8.5%
9	1440	8.2%
8	1488	8.5%
7	1488	8.5%
6	1440	8.2%
5	1488	8.5%
4	1440	8.2%
3	1488	8.5%

hr
Real number (ℝ_≥0)

ZEROS

Distinct	24
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.5
Minimum	0
Maximum	23
Zeros	731
Zeros (%)	4.2%
Memory size	137.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5.75
median	11.5
Q3	17.25
95-th percentile	22
Maximum	23
Range	23
Interquartile range (IQR)	11.5

Descriptive statistics

Standard deviation	6.922383842
Coefficient of variation (CV)	0.601946421
Kurtosis	-1.204175095
Mean	11.5
Median Absolute Deviation (MAD)	6
Skewness	0
Sum	201756
Variance	47.91939805
Monotocity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
15	731	4.2%
14	731	4.2%
16	731	4.2%
1	731	4.2%
17	731	4.2%
2	731	4.2%
18	731	4.2%
3	731	4.2%
19	731	4.2%
4	731	4.2%
20	731	4.2%
5	731	4.2%
21	731	4.2%
6	731	4.2%
22	731	4.2%
7	731	4.2%
23	731	4.2%
8	731	4.2%
9	731	4.2%
10	731	4.2%
11	731	4.2%
12	731	4.2%
13	731	4.2%
0	731	4.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	731	4.2%
1	731	4.2%
2	731	4.2%
3	731	4.2%
4	731	4.2%
5	731	4.2%
6	731	4.2%
7	731	4.2%
8	731	4.2%
9	731	4.2%

Value	Count	Frequency (%)
23	731	4.2%
22	731	4.2%
21	731	4.2%
20	731	4.2%
19	731	4.2%
18	731	4.2%
17	731	4.2%
16	731	4.2%
15	731	4.2%
14	731	4.2%

holiday
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	137.2 KiB

0	17022
1	522

Common Values
Chart

Value	Count	Frequency (%)
0	17022	97.0%
1	522	3.0%

weekday
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.002735978
Minimum	0
Maximum	6
Zeros	2520
Zeros (%)	14.4%
Memory size	137.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	5
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.003472285
Coefficient of variation (CV)	0.6672155991
Kurtosis	-1.253931627
Mean	3.002735978
Median Absolute Deviation (MAD)	2
Skewness	-0.002736202689
Sum	52680
Variance	4.013901196
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
6	2520	14.4%
5	2520	14.4%
0	2520	14.4%
4	2496	14.2%
3	2496	14.2%
2	2496	14.2%
1	2496	14.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2520	14.4%
1	2496	14.2%
2	2496	14.2%
3	2496	14.2%
4	2496	14.2%
5	2520	14.4%
6	2520	14.4%

Value	Count	Frequency (%)
6	2520	14.4%
5	2520	14.4%
4	2496	14.2%
3	2496	14.2%
2	2496	14.2%
1	2496	14.2%
0	2520	14.4%

workingday
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	137.2 KiB

1	11982
0	5562

Common Values
Chart

Value	Count	Frequency (%)
1	11982	68.3%
0	5562	31.7%

weathersit
Real number (ℝ_≥0)

Distinct	46
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.432398541
Minimum	1
Maximum	4
Zeros	0
Zeros (%)	0.0%
Memory size	137.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	2
95-th percentile	3
Maximum	4
Range	3
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.645304696
Coefficient of variation (CV)	0.4505063903
Kurtosis	0.2842194266
Mean	1.432398541
Median Absolute Deviation (MAD)	0
Skewness	1.209671128
Sum	25130
Variance	0.4164181507
Monotocity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
1	11452	65.3%
2	4559	26.0%
3	1478	8.4%
2.5	7	< 0.1%
1.5	5	< 0.1%
4	3	< 0.1%
2.615384615	1	< 0.1%
2.913043478	1	< 0.1%
2.285714286	1	< 0.1%
2.230769231	1	< 0.1%
2.652173913	1	< 0.1%
1.260869565	1	< 0.1%
1.869565217	1	< 0.1%
2.307692308	1	< 0.1%
2.391304348	1	< 0.1%
2.571428571	1	< 0.1%
1.086956522	1	< 0.1%
2.130434783	1	< 0.1%
2.076923077	1	< 0.1%
2.153846154	1	< 0.1%
2.538461538	1	< 0.1%
1.434782609	1	< 0.1%
2.857142857	1	< 0.1%
2.923076923	1	< 0.1%
1.608695652	1	< 0.1%
Other values (21)	21	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	11452	65.3%
1.086956522	1	< 0.1%
1.173913043	1	< 0.1%
1.260869565	1	< 0.1%
1.347826087	1	< 0.1%
1.434782609	1	< 0.1%
1.5	5	< 0.1%
1.52173913	1	< 0.1%
1.608695652	1	< 0.1%
1.695652174	1	< 0.1%

Value	Count	Frequency (%)
4	3	< 0.1%
3	1478	8.4%
2.923076923	1	< 0.1%
2.913043478	1	< 0.1%
2.857142857	1	< 0.1%
2.846153846	1	< 0.1%
2.826086957	1	< 0.1%
2.769230769	1	< 0.1%
2.739130435	1	< 0.1%
2.714285714	1	< 0.1%

temp
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	165
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4950444596
Minimum	0.02
Maximum	1
Zeros	0
Zeros (%)	0.0%
Memory size	137.2 KiB

Quantile statistics

Minimum	0.02
5-th percentile	0.2
Q1	0.34
median	0.5
Q3	0.66
95-th percentile	0.8
Maximum	1
Range	0.98
Interquartile range (IQR)	0.32

Descriptive statistics

Standard deviation	0.1931923279
Coefficient of variation (CV)	0.3902524796
Kurtosis	-0.9456811262
Mean	0.4950444596
Median Absolute Deviation (MAD)	0.16
Skewness	-0.0005768974047
Sum	8685.06
Variance	0.03732327555
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.62	727	4.1%
0.66	693	4.0%
0.64	692	3.9%
0.7	690	3.9%
0.6	675	3.8%
0.36	671	3.8%
0.34	646	3.7%
0.3	642	3.7%
0.4	614	3.5%
0.32	614	3.5%
0.56	579	3.3%
0.72	570	3.2%
0.54	570	3.2%
0.46	560	3.2%
0.26	559	3.2%
0.52	556	3.2%
0.42	549	3.1%
0.5	531	3.0%
0.24	525	3.0%
0.74	516	2.9%
0.44	508	2.9%
0.22	422	2.4%
0.76	396	2.3%
0.38	372	2.1%
0.2	362	2.1%
Other values (140)	3305	18.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.02	18	0.1%
0.03	1	< 0.1%
0.04	17	0.1%
0.06	17	0.1%
0.08	17	0.1%
0.08666666667	1	< 0.1%
0.09333333333	1	< 0.1%
0.1	52	0.3%
0.12	77	0.4%
0.1314285714	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.98	1	< 0.1%
0.96	16	0.1%
0.94	17	0.1%
0.92	49	0.3%
0.9	90	0.5%
0.88	53	0.3%
0.86	131	0.7%
0.84	138	0.8%
0.82	213	1.2%

atemp
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	177
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.473957028
Minimum	0
Maximum	1
Zeros	2
Zeros (%)	< 0.1%
Memory size	137.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.197
Q1	0.3333
median	0.4848
Q3	0.6212
95-th percentile	0.7424
Maximum	1
Range	1
Interquartile range (IQR)	0.2879

Descriptive statistics

Standard deviation	0.1725194316
Coefficient of variation (CV)	0.3639980449
Kurtosis	-0.8529035073
Mean	0.473957028
Median Absolute Deviation (MAD)	0.1364
Skewness	-0.08502366103
Sum	8315.1021
Variance	0.02976295427
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6212	988	5.6%
0.5152	619	3.5%
0.4091	614	3.5%
0.3333	601	3.4%
0.6667	593	3.4%
0.6061	588	3.4%
0.5303	579	3.3%
0.5	575	3.3%
0.4545	560	3.2%
0.303	550	3.1%
0.4242	549	3.1%
0.4848	531	3.0%
0.4394	507	2.9%
0.6515	497	2.8%
0.5455	493	2.8%
0.2273	471	2.7%
0.6364	452	2.6%
0.3485	444	2.5%
0.697	443	2.5%
0.2879	438	2.5%
0.2576	423	2.4%
0.5909	412	2.3%
0.3182	408	2.3%
0.2727	397	2.3%
0.6818	381	2.2%
Other values (152)	4431	25.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	< 0.1%
0.0152	4	< 0.1%
0.02275	1	< 0.1%
0.0303	8	< 0.1%
0.0379	1	< 0.1%
0.0455	9	0.1%
0.0606	14	0.1%
0.0682	1	< 0.1%
0.0758	28	0.2%
0.0909	13	0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9848	2	< 0.1%
0.9545	1	< 0.1%
0.9242	5	< 0.1%
0.9091	5	< 0.1%
0.8939	15	0.1%
0.8788	19	0.1%
0.8636	20	0.1%
0.8485	32	0.2%
0.8333	41	0.2%

hum
Real number (ℝ_≥0)

Distinct	190
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.6284276676
Minimum	0
Maximum	1
Zeros	24
Zeros (%)	0.1%
Memory size	137.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.31
Q1	0.48
median	0.63
Q3	0.79
95-th percentile	0.93
Maximum	1
Range	1
Interquartile range (IQR)	0.31

Descriptive statistics

Standard deviation	0.1930411904
Coefficient of variation (CV)	0.3071812404
Kurtosis	-0.8220004959
Mean	0.6284276676
Median Absolute Deviation (MAD)	0.15
Skewness	-0.1227933778
Sum	11025.135
Variance	0.03726490121
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.88	657	3.7%
0.83	630	3.6%
0.94	563	3.2%
0.87	490	2.8%
0.7	430	2.5%
0.66	388	2.2%
0.65	387	2.2%
0.69	361	2.1%
0.55	354	2.0%
0.74	341	1.9%
0.61	337	1.9%
0.77	336	1.9%
0.93	334	1.9%
0.78	327	1.9%
0.49	327	1.9%
0.62	326	1.9%
0.46	317	1.8%
0.73	317	1.8%
0.52	312	1.8%
0.56	311	1.8%
0.82	299	1.7%
0.41	290	1.7%
0.54	288	1.6%
0.81	276	1.6%
0.59	273	1.6%
Other values (165)	8273	47.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	24	0.1%
0.08	1	< 0.1%
0.1	1	< 0.1%
0.12	1	< 0.1%
0.13	1	< 0.1%
0.14	2	< 0.1%
0.15	4	< 0.1%
0.16	10	0.1%
0.17	10	0.1%
0.18	10	0.1%

Value	Count	Frequency (%)
1	271	1.5%
0.97	1	< 0.1%
0.96	3	< 0.1%
0.94	563	3.2%
0.93	334	1.9%
0.92	2	< 0.1%
0.9134782609	1	< 0.1%
0.91	1	< 0.1%
0.91	2	< 0.1%
0.9	9	0.1%

windspeed
Real number (ℝ_≥0)

ZEROS

Distinct	121
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1909653129
Minimum	0
Maximum	0.8507
Zeros	2183
Zeros (%)	12.4%
Memory size	137.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.1045
median	0.194
Q3	0.2537
95-th percentile	0.4179
Maximum	0.8507
Range	0.8507
Interquartile range (IQR)	0.1492

Descriptive statistics

Standard deviation	0.1228999275
Coefficient of variation (CV)	0.6435719952
Kurtosis	0.642089714
Mean	0.1909653129
Median Absolute Deviation (MAD)	0.0895
Skewness	0.5858050618
Sum	3350.29545
Variance	0.01510439217
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2183	12.4%
0.1343	1742	9.9%
0.1642	1696	9.7%
0.194	1658	9.5%
0.1045	1619	9.2%
0.2239	1513	8.6%
0.0896	1429	8.1%
0.2537	1295	7.4%
0.2836	1048	6.0%
0.2985	808	4.6%
0.3284	602	3.4%
0.3582	497	2.8%
0.3881	382	2.2%
0.4179	296	1.7%
0.4478	176	1.0%
0.4627	146	0.8%
0.4925	112	0.6%
0.5224	84	0.5%
0.5821	44	0.3%
0.5522	39	0.2%
0.6119	23	0.1%
0.6418	14	0.1%
0.6567	11	0.1%
0.2612	5	< 0.1%
0.6866	5	< 0.1%
Other values (96)	117	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2183	12.4%
0.0448	2	< 0.1%
0.05225	4	< 0.1%
0.06715	2	< 0.1%
0.0821	1	< 0.1%
0.0896	1429	8.1%
0.09705	1	< 0.1%
0.1045	1619	9.2%
0.11195	1	< 0.1%
0.1194	4	< 0.1%

Value	Count	Frequency (%)
0.8507	2	< 0.1%
0.8358	1	< 0.1%
0.806	2	< 0.1%
0.8016857143	1	< 0.1%
0.7761	1	< 0.1%
0.7675714286	1	< 0.1%
0.7463	2	< 0.1%
0.7334571429	1	< 0.1%
0.7164	2	< 0.1%
0.6993428571	1	< 0.1%

casual
Real number (ℝ_≥0)

ZEROS

Distinct	410
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	35.35855563
Minimum	0
Maximum	367
Zeros	1623
Zeros (%)	9.3%
Memory size	137.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	16
Q3	48
95-th percentile	138
Maximum	367
Range	367
Interquartile range (IQR)	44

Descriptive statistics

Standard deviation	49.1815934
Coefficient of variation (CV)	1.390938983
Kurtosis	7.643877527
Mean	35.35855563
Median Absolute Deviation (MAD)	15
Skewness	2.510684406
Sum	620330.5
Variance	2418.829129
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1623	9.3%
1	1095	6.2%
2	800	4.6%
3	697	4.0%
4	561	3.2%
5	509	2.9%
6	448	2.6%
7	405	2.3%
8	378	2.2%
9	348	2.0%
10	317	1.8%
11	315	1.8%
12	299	1.7%
13	258	1.5%
14	233	1.3%
15	225	1.3%
17	219	1.2%
16	218	1.2%
18	212	1.2%
19	206	1.2%
27	193	1.1%
20	189	1.1%
21	173	1.0%
31	164	0.9%
25	158	0.9%
Other values (385)	7301	41.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1623	9.3%
0.04347826087	1	< 0.1%
0.07692307692	1	< 0.1%
0.08695652174	1	< 0.1%
0.1304347826	1	< 0.1%
0.1428571429	1	< 0.1%
0.1538461538	1	< 0.1%
0.1739130435	1	< 0.1%
0.2173913043	1	< 0.1%
0.2307692308	1	< 0.1%

Value	Count	Frequency (%)
367	1	< 0.1%
362	1	< 0.1%
361	1	< 0.1%
357	1	< 0.1%
356	1	< 0.1%
355	1	< 0.1%
354	1	< 0.1%
352	1	< 0.1%
350	1	< 0.1%
347	1	< 0.1%

registered
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	867
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	152.5279298
Minimum	0
Maximum	886
Zeros	24
Zeros (%)	0.1%
Memory size	137.2 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	33
median	114
Q3	219
95-th percentile	463
Maximum	886
Range	886
Interquartile range (IQR)	186

Descriptive statistics

Standard deviation	151.2185237
Coefficient of variation (CV)	0.9914153028
Kurtosis	2.77544819
Mean	152.5279298
Median Absolute Deviation (MAD)	89
Skewness	1.565279375
Sum	2675950
Variance	22867.04191
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	312	1.8%
3	311	1.8%
5	293	1.7%
6	267	1.5%
2	254	1.4%
1	205	1.2%
7	203	1.2%
8	191	1.1%
9	178	1.0%
11	140	0.8%
10	133	0.8%
19	106	0.6%
22	105	0.6%
14	102	0.6%
20	96	0.5%
15	95	0.5%
13	93	0.5%
16	92	0.5%
23	90	0.5%
12	90	0.5%
17	85	0.5%
24	83	0.5%
26	83	0.5%
21	81	0.5%
18	80	0.5%
Other values (842)	13776	78.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	24	0.1%
1	205	1.2%
1.333333333	1	< 0.1%
1.333333333	1	< 0.1%
1.5	10	0.1%
1.666666667	1	< 0.1%
1.666666667	1	< 0.1%
1.928571429	1	< 0.1%
2	254	1.4%
2.333333333	1	< 0.1%

Value	Count	Frequency (%)
886	1	< 0.1%
885	1	< 0.1%
876	2	< 0.1%
871	1	< 0.1%
860	1	< 0.1%
857	2	< 0.1%
839	1	< 0.1%
838	1	< 0.1%
833	1	< 0.1%
822	1	< 0.1%

cnt
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	974
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	187.8864854
Minimum	1
Maximum	977
Zeros	0
Zeros (%)	0.0%
Memory size	137.2 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	38
median	140
Q3	279
95-th percentile	562
Maximum	977
Range	976
Interquartile range (IQR)	241

Descriptive statistics

Standard deviation	181.2782009
Coefficient of variation (CV)	0.9648283138
Kurtosis	1.438412688
Mean	187.8864854
Median Absolute Deviation (MAD)	112
Skewness	1.285737958
Sum	3296280.5
Variance	32861.78612
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	267	1.5%
4	239	1.4%
6	237	1.4%
3	230	1.3%
2	211	1.2%
7	202	1.2%
8	183	1.0%
1	160	0.9%
10	155	0.9%
11	147	0.8%
9	129	0.7%
12	122	0.7%
13	113	0.6%
16	105	0.6%
17	102	0.6%
14	97	0.6%
20	91	0.5%
26	90	0.5%
21	90	0.5%
15	89	0.5%
28	86	0.5%
23	81	0.5%
18	79	0.5%
24	76	0.4%
31	75	0.4%
Other values (949)	14088	80.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	160	0.9%
1.333333333	1	< 0.1%
1.5	7	< 0.1%
1.666666667	1	< 0.1%
1.666666667	1	< 0.1%
2	211	1.2%
2.071428571	1	< 0.1%
2.333333333	2	< 0.1%
2.5	12	0.1%
2.714285714	1	< 0.1%

Value	Count	Frequency (%)
977	1	< 0.1%
976	1	< 0.1%
970	1	< 0.1%
968	1	< 0.1%
967	1	< 0.1%
963	1	< 0.1%
957	1	< 0.1%
953	1	< 0.1%
948	1	< 0.1%
943	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	datetime	dteday	season	mnth	hr	weekday	weathersit	temp	atemp	hum	windspeed	casual	registered	cnt
0	2011-01-01 00:00:00	2011-01-01	1.0	1	0	5	1.0	0.24	0.2879	0.81	0.0000	3.0	13.0	16.0
1	2011-01-01 01:00:00	2011-01-01	1.0	1	1	5	1.0	0.22	0.2727	0.80	0.0000	8.0	32.0	40.0
2	2011-01-01 02:00:00	2011-01-01	1.0	1	2	5	1.0	0.22	0.2727	0.80	0.0000	5.0	27.0	32.0
3	2011-01-01 03:00:00	2011-01-01	1.0	1	3	5	1.0	0.24	0.2879	0.75	0.0000	3.0	10.0	13.0
4	2011-01-01 04:00:00	2011-01-01	1.0	1	4	5	1.0	0.24	0.2879	0.75	0.0000	0.0	1.0	1.0
5	2011-01-01 05:00:00	2011-01-01	1.0	1	5	5	2.0	0.24	0.2576	0.75	0.0896	0.0	1.0	1.0
6	2011-01-01 06:00:00	2011-01-01	1.0	1	6	5	1.0	0.22	0.2727	0.80	0.0000	2.0	0.0	2.0
7	2011-01-01 07:00:00	2011-01-01	1.0	1	7	5	1.0	0.20	0.2576	0.86	0.0000	1.0	2.0	3.0
8	2011-01-01 08:00:00	2011-01-01	1.0	1	8	5	1.0	0.24	0.2879	0.75	0.0000	1.0	7.0	8.0
9	2011-01-01 09:00:00	2011-01-01	1.0	1	9	5	1.0	0.32	0.3485	0.76	0.0000	8.0	6.0	14.0

Last rows

	datetime	dteday	season	yr	mnth	hr	workingday	weathersit	temp	atemp	hum	windspeed	casual	registered	cnt
17534	2012-12-31 14:00:00	2012-12-31	1.0	1.0	12	14	1.0	2.0	0.28	0.2727	0.45	0.2239	62.0	185.0	247.0
17535	2012-12-31 15:00:00	2012-12-31	1.0	1.0	12	15	1.0	2.0	0.28	0.2879	0.45	0.1343	69.0	246.0	315.0
17536	2012-12-31 16:00:00	2012-12-31	1.0	1.0	12	16	1.0	2.0	0.26	0.2576	0.48	0.1940	30.0	184.0	214.0
17537	2012-12-31 17:00:00	2012-12-31	1.0	1.0	12	17	1.0	2.0	0.26	0.2879	0.48	0.0896	14.0	150.0	164.0
17538	2012-12-31 18:00:00	2012-12-31	1.0	1.0	12	18	1.0	2.0	0.26	0.2727	0.48	0.1343	10.0	112.0	122.0
17539	2012-12-31 19:00:00	2012-12-31	1.0	1.0	12	19	1.0	2.0	0.26	0.2576	0.60	0.1642	11.0	108.0	119.0
17540	2012-12-31 20:00:00	2012-12-31	1.0	1.0	12	20	1.0	2.0	0.26	0.2576	0.60	0.1642	8.0	81.0	89.0
17541	2012-12-31 21:00:00	2012-12-31	1.0	1.0	12	21	1.0	1.0	0.26	0.2576	0.60	0.1642	7.0	83.0	90.0
17542	2012-12-31 22:00:00	2012-12-31	1.0	1.0	12	22	1.0	1.0	0.26	0.2727	0.56	0.1343	13.0	48.0	61.0
17543	2012-12-31 23:00:00	2012-12-31	1.0	1.0	12	23	1.0	1.0	0.26	0.2727	0.65	0.1343	12.0	37.0	49.0

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Dash Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows